{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "18107563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      年份    地区生产总值     第一产业      第二产业      第三产业       工 业      建筑业  人均地区生产总值\n",
      "0   2010  33922.49  3411.34  17733.08  12778.07  15449.95  2283.13     35599\n",
      "1   2011  39064.93  3768.55  19926.11  15370.27  17280.78  2645.33     40581\n",
      "2   2012  42957.31  4047.06  21275.89  17634.36  18421.90  2853.99     44348\n",
      "3   2013  47344.33  4454.11  22615.89  20274.33  19475.30  3188.60     48673\n",
      "4   2014  50774.84  4662.81  23588.02  22524.01  20178.23  3476.06     51933\n",
      "5   2015  55288.79  4902.82  24814.88  25571.09  21156.50  3731.63     56205\n",
      "6   2016  58762.46  4830.25  25565.04  28367.17  21695.98  3909.44     59239\n",
      "7   2017  63012.10  4832.71  26925.59  31253.80  22515.81  4441.01     62993\n",
      "8   2018  66648.87  4950.52  27523.67  34174.68  22613.01  5024.90     66284\n",
      "9   2019  70540.48  5116.99  28171.78  37251.71  22755.13  5532.77     69901\n",
      "10  2020  72798.17  5364.35  28456.66  38977.16  22986.45  5574.19     71825\n",
      "11  2021  82875.17  6029.03  32834.49  44011.65  26894.08  6068.10     81510\n",
      "12  2022  87576.93  6296.50  34562.34  46718.09  28296.99  6391.34     86143\n",
      "13  2023  92068.70  6506.19  35987.92  49574.59  29191.15  6961.09     90771\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('data.csv')\n",
    "\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
    "\n",
    "print(df)\n",
    "\n",
    "# 绘制折线图\n",
    "\n",
    "x  = df['年份']\n",
    "y1 = df['第一产业']\n",
    "y2 = df['第二产业']\n",
    "y3 = df['第三产业']\n",
    "\n",
    "plt.figure(figsize=(10, 6)) # 设置图形大小和分辨率\n",
    "plt.plot(x, y1, label=\"第一产业\", marker='o', color='blue') # 绘制折线图\n",
    "plt.plot(x, y2, label=\"第二产业\", marker='s', color='red')\n",
    "plt.plot(x, y3, label=\"第三产业\", marker='s', color='green')\n",
    "\n",
    "plt.legend() # 显示图例\n",
    "plt.xlabel(\"年份\")\n",
    "plt.ylabel(\"生产总值\")\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "05378d04",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      年份    地区生产总值     第一产业      第二产业      第三产业       工 业      建筑业  人均地区生产总值\n",
      "0   2010  33922.49  3411.34  17733.08  12778.07  15449.95  2283.13     35599\n",
      "1   2011  39064.93  3768.55  19926.11  15370.27  17280.78  2645.33     40581\n",
      "2   2012  42957.31  4047.06  21275.89  17634.36  18421.90  2853.99     44348\n",
      "3   2013  47344.33  4454.11  22615.89  20274.33  19475.30  3188.60     48673\n",
      "4   2014  50774.84  4662.81  23588.02  22524.01  20178.23  3476.06     51933\n",
      "5   2015  55288.79  4902.82  24814.88  25571.09  21156.50  3731.63     56205\n",
      "6   2016  58762.46  4830.25  25565.04  28367.17  21695.98  3909.44     59239\n",
      "7   2017  63012.10  4832.71  26925.59  31253.80  22515.81  4441.01     62993\n",
      "8   2018  66648.87  4950.52  27523.67  34174.68  22613.01  5024.90     66284\n",
      "9   2019  70540.48  5116.99  28171.78  37251.71  22755.13  5532.77     69901\n",
      "10  2020  72798.17  5364.35  28456.66  38977.16  22986.45  5574.19     71825\n",
      "11  2021  82875.17  6029.03  32834.49  44011.65  26894.08  6068.10     81510\n",
      "12  2022  87576.93  6296.50  34562.34  46718.09  28296.99  6391.34     86143\n",
      "13  2023  92068.70  6506.19  35987.92  49574.59  29191.15  6961.09     90771\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('data.csv')\n",
    "\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
    "\n",
    "print(df)\n",
    "\n",
    "x  = df['年份']\n",
    "y1 = df['第一产业']\n",
    "y2 = df['第二产业']\n",
    "y3 = df['第三产业']\n",
    "\n",
    "plt.figure(figsize=(10, 6)) # 设置图形大小和分辨率\n",
    "\n",
    "plt.subplot(311)\n",
    "plt.title('产业生产趋势图')\n",
    "plt.plot(x, y1, label=\"第一产业\", marker='o', color='blue') # 绘制折线图\n",
    "\n",
    "plt.subplot(312)\n",
    "plt.title('第二第三产业趋势图')\n",
    "plt.plot(x, y2, label=\"第二产业\", marker='s', color='red')\n",
    "\n",
    "plt.subplot(313)\n",
    "plt.title('第二第三产业趋势图')\n",
    "plt.plot(x, y3, label=\"第三产业\", marker='s', color='green')\n",
    "\n",
    "plt.legend() # 显示图例\n",
    "plt.xlabel(\"年份\")\n",
    "plt.ylabel(\"生产总值\")\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d5877a7b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      年份    地区生产总值     第一产业      第二产业      第三产业       工 业      建筑业  人均地区生产总值\n",
      "0   2010  33922.49  3411.34  17733.08  12778.07  15449.95  2283.13     35599\n",
      "1   2011  39064.93  3768.55  19926.11  15370.27  17280.78  2645.33     40581\n",
      "2   2012  42957.31  4047.06  21275.89  17634.36  18421.90  2853.99     44348\n",
      "3   2013  47344.33  4454.11  22615.89  20274.33  19475.30  3188.60     48673\n",
      "4   2014  50774.84  4662.81  23588.02  22524.01  20178.23  3476.06     51933\n",
      "5   2015  55288.79  4902.82  24814.88  25571.09  21156.50  3731.63     56205\n",
      "6   2016  58762.46  4830.25  25565.04  28367.17  21695.98  3909.44     59239\n",
      "7   2017  63012.10  4832.71  26925.59  31253.80  22515.81  4441.01     62993\n",
      "8   2018  66648.87  4950.52  27523.67  34174.68  22613.01  5024.90     66284\n",
      "9   2019  70540.48  5116.99  28171.78  37251.71  22755.13  5532.77     69901\n",
      "10  2020  72798.17  5364.35  28456.66  38977.16  22986.45  5574.19     71825\n",
      "11  2021  82875.17  6029.03  32834.49  44011.65  26894.08  6068.10     81510\n",
      "12  2022  87576.93  6296.50  34562.34  46718.09  28296.99  6391.34     86143\n",
      "13  2023  92068.70  6506.19  35987.92  49574.59  29191.15  6961.09     90771\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制柱状图\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "print(df)\n",
    "\n",
    "x = ['第一产业', '第二产业', '第三产业']\n",
    "y = [df['第一产业'][13], df['第二产业'][13], df['第三产业'][13]]\n",
    "\n",
    "plt.bar(x, y)\n",
    "plt.title('2013年各产业的收入')\n",
    "plt.xlabel('产业')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7c3a1847",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      年份    地区生产总值     第一产业      第二产业      第三产业       工 业      建筑业  人均地区生产总值\n",
      "0   2010  33922.49  3411.34  17733.08  12778.07  15449.95  2283.13     35599\n",
      "1   2011  39064.93  3768.55  19926.11  15370.27  17280.78  2645.33     40581\n",
      "2   2012  42957.31  4047.06  21275.89  17634.36  18421.90  2853.99     44348\n",
      "3   2013  47344.33  4454.11  22615.89  20274.33  19475.30  3188.60     48673\n",
      "4   2014  50774.84  4662.81  23588.02  22524.01  20178.23  3476.06     51933\n",
      "5   2015  55288.79  4902.82  24814.88  25571.09  21156.50  3731.63     56205\n",
      "6   2016  58762.46  4830.25  25565.04  28367.17  21695.98  3909.44     59239\n",
      "7   2017  63012.10  4832.71  26925.59  31253.80  22515.81  4441.01     62993\n",
      "8   2018  66648.87  4950.52  27523.67  34174.68  22613.01  5024.90     66284\n",
      "9   2019  70540.48  5116.99  28171.78  37251.71  22755.13  5532.77     69901\n",
      "10  2020  72798.17  5364.35  28456.66  38977.16  22986.45  5574.19     71825\n",
      "11  2021  82875.17  6029.03  32834.49  44011.65  26894.08  6068.10     81510\n",
      "12  2022  87576.93  6296.50  34562.34  46718.09  28296.99  6391.34     86143\n",
      "13  2023  92068.70  6506.19  35987.92  49574.59  29191.15  6961.09     90771\n",
      "6506.19\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制饼图\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "print(df)\n",
    "\n",
    "# 第一产业最后一个元素\n",
    "print(df[\"第一产业\"][13])\n",
    "\n",
    "x = [\"第一产业\", \"第二产业\", \"第三产业\"]\n",
    "y = [df[\"第一产业\"][13], df[\"第二产业\"][13], df[\"第三产业\"][13]]\n",
    "\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.title(\"2013年各产业占比\")\n",
    "plt.pie(y, labels=x, autopct=\"%1.1f%%\", shadow=True, startangle=90)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bbadba04",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      年份    地区生产总值     第一产业      第二产业      第三产业       工 业      建筑业  人均地区生产总值\n",
      "0   2010  33922.49  3411.34  17733.08  12778.07  15449.95  2283.13     35599\n",
      "1   2011  39064.93  3768.55  19926.11  15370.27  17280.78  2645.33     40581\n",
      "2   2012  42957.31  4047.06  21275.89  17634.36  18421.90  2853.99     44348\n",
      "3   2013  47344.33  4454.11  22615.89  20274.33  19475.30  3188.60     48673\n",
      "4   2014  50774.84  4662.81  23588.02  22524.01  20178.23  3476.06     51933\n",
      "5   2015  55288.79  4902.82  24814.88  25571.09  21156.50  3731.63     56205\n",
      "6   2016  58762.46  4830.25  25565.04  28367.17  21695.98  3909.44     59239\n",
      "7   2017  63012.10  4832.71  26925.59  31253.80  22515.81  4441.01     62993\n",
      "8   2018  66648.87  4950.52  27523.67  34174.68  22613.01  5024.90     66284\n",
      "9   2019  70540.48  5116.99  28171.78  37251.71  22755.13  5532.77     69901\n",
      "10  2020  72798.17  5364.35  28456.66  38977.16  22986.45  5574.19     71825\n",
      "11  2021  82875.17  6029.03  32834.49  44011.65  26894.08  6068.10     81510\n",
      "12  2022  87576.93  6296.50  34562.34  46718.09  28296.99  6391.34     86143\n",
      "13  2023  92068.70  6506.19  35987.92  49574.59  29191.15  6961.09     90771\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制3D饼图\n",
    "\n",
    "print(df)\n",
    "\n",
    "\"\"\"\n",
    "年份    地区生产总值     第一产业      第二产业      第三产业       工 业      建筑业  人均地区生产总值\n",
    "0   2010  33922.49  3411.34  17733.08  12778.07  15449.95  2283.13     35599\n",
    "1   2011  39064.93  3768.55  19926.11  15370.27  17280.78  2645.33     40581\n",
    "2   2012  42957.31  4047.06  21275.89  17634.36  18421.90  2853.99     44348\n",
    "3   2013  47344.33  4454.11  22615.89  20274.33  19475.30  3188.60     48673\n",
    "4   2014  50774.84  4662.81  23588.02  22524.01  20178.23  3476.06     51933\n",
    "5   2015  55288.79  4902.82  24814.88  25571.09  21156.50  3731.63     56205\n",
    "6   2016  58762.46  4830.25  25565.04  28367.17  21695.98  3909.44     59239\n",
    "7   2017  63012.10  4832.71  26925.59  31253.80  22515.81  4441.01     62993\n",
    "8   2018  66648.87  4950.52  27523.67  34174.68  22613.01  5024.90     66284\n",
    "9   2019  70540.48  5116.99  28171.78  37251.71  22755.13  5532.77     69901\n",
    "10  2020  72798.17  5364.35  28456.66  38977.16  22986.45  5574.19     71825\n",
    "11  2021  82875.17  6029.03  32834.49  44011.65  26894.08  6068.10     81510\n",
    "12  2022  87576.93  6296.50  34562.34  46718.09  28296.99  6391.34     86143\n",
    "13  2023  92068.70  6506.19  35987.92  49574.59  29191.15  6961.09     90771\n",
    "\n",
    "\n",
    "\"\"\"\n",
    "\n",
    "x = ['第一产业', '第二产业', '第三产业', '工 业', '建筑业']\n",
    "y = [df['第一产业'].sum(), df['第二产业'].sum(), df['第三产业'].sum(), df['工 业'].sum(), df['建筑业'].sum()]\n",
    "\n",
    "plt.title('2020年各产业占比')\n",
    "\n",
    "plt.axis('equal')\n",
    "plt.legend()\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False # 用来正常显示负号\n",
    "\n",
    "plt.pie(y, labels=x, autopct='%1.1f%%', shadow=True, startangle=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "778150fb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      年份    地区生产总值     第一产业      第二产业      第三产业       工 业      建筑业  人均地区生产总值\n",
      "4   2014  50774.84  4662.81  23588.02  22524.01  20178.23  3476.06     51933\n",
      "5   2015  55288.79  4902.82  24814.88  25571.09  21156.50  3731.63     56205\n",
      "6   2016  58762.46  4830.25  25565.04  28367.17  21695.98  3909.44     59239\n",
      "7   2017  63012.10  4832.71  26925.59  31253.80  22515.81  4441.01     62993\n",
      "8   2018  66648.87  4950.52  27523.67  34174.68  22613.01  5024.90     66284\n",
      "9   2019  70540.48  5116.99  28171.78  37251.71  22755.13  5532.77     69901\n",
      "10  2020  72798.17  5364.35  28456.66  38977.16  22986.45  5574.19     71825\n",
      "11  2021  82875.17  6029.03  32834.49  44011.65  26894.08  6068.10     81510\n",
      "12  2022  87576.93  6296.50  34562.34  46718.09  28296.99  6391.34     86143\n",
      "13  2023  92068.70  6506.19  35987.92  49574.59  29191.15  6961.09     90771\n",
      "4     2014\n",
      "5     2015\n",
      "6     2016\n",
      "7     2017\n",
      "8     2018\n",
      "9     2019\n",
      "10    2020\n",
      "11    2021\n",
      "12    2022\n",
      "13    2023\n",
      "Name: 年份, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# print(df)\n",
    "\n",
    "# 截取后10行\n",
    "df = df.tail(10)\n",
    "\n",
    "print(df)\n",
    "\"\"\"\n",
    "年份    地区生产总值     第一产业      第二产业      第三产业       工 业      建筑业  人均地区生产总值\n",
    "4   2014  50774.84  4662.81  23588.02  22524.01  20178.23  3476.06     51933\n",
    "5   2015  55288.79  4902.82  24814.88  25571.09  21156.50  3731.63     56205\n",
    "6   2016  58762.46  4830.25  25565.04  28367.17  21695.98  3909.44     59239\n",
    "7   2017  63012.10  4832.71  26925.59  31253.80  22515.81  4441.01     62993\n",
    "8   2018  66648.87  4950.52  27523.67  34174.68  22613.01  5024.90     66284\n",
    "9   2019  70540.48  5116.99  28171.78  37251.71  22755.13  5532.77     69901\n",
    "10  2020  72798.17  5364.35  28456.66  38977.16  22986.45  5574.19     71825\n",
    "11  2021  82875.17  6029.03  32834.49  44011.65  26894.08  6068.10     81510\n",
    "12  2022  87576.93  6296.50  34562.34  46718.09  28296.99  6391.34     86143\n",
    "13  2023  92068.70  6506.19  35987.92  49574.59  29191.15  6961.09     90771\n",
    "\"\"\"\n",
    "\n",
    "# 分析近10年总生产走势\n",
    "x = df['年份']\n",
    "print(x)\n",
    "y = df['地区生产总值']\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.title('近10年总生产走势')\n",
    "plt.xlabel('年份')\n",
    "plt.ylabel('生产总值（亿元）')\n",
    "plt.plot(x, y, '-s', linewidth=2)\n",
    "\n",
    "plt.show()\n",
    "\n",
    "# 人均生成总值和GDP的关系，柱状图\n",
    "x = df['年份']\n",
    "# 没有人均GDP，随机生成\n",
    "y = np.random.randint(1000, 10000, size=len(x))\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.title('人均GDP')\n",
    "plt.xlabel('年份')\n",
    "plt.ylabel('人均GDP（W/元）')\n",
    "# 顶部标上值,预留2位小数\n",
    "for a, b in zip(x, y):\n",
    "    plt.text(a, b, '%.2f' % b, ha='center', va='bottom')\n",
    "\n",
    "plt.bar(x, y, width=0.5, color='#FFA500')\n",
    "plt.show()\n",
    "\n",
    "# 23年工业、建筑业地区生产总值对比,饼图\n",
    "x = ['工业', '建筑业']\n",
    "y = [df['地区生产总值'][10], df['工 业'][10]]\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.title('23年工业、建筑业地区生产总值对比')\n",
    "plt.pie(y, labels=x, autopct='%.2f%%')\n",
    "plt.show()\n",
    "\n",
    "# 23年第一产业、第二产业、第三产业生产总值对比,饼图\n",
    "x = ['第一产业', '第二产业', '第三产业']\n",
    "y = [df['第一产业'][10], df['第二产业'][10], df['第三产业'][10]]\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.title('23年第一产业、第二产业、第三产业生产总值对比')\n",
    "plt.pie(y, labels=x, autopct='%.2f%%')\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  }
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